Profiling Report

Dataset statistics

Number of variables	11
Number of observations	254974
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	25742
Duplicate rows (%)	10.1%
Total size in memory	23.3 MiB
Average record size in memory	96.0 B

Variable types

Numeric	11

Alerts

Dataset has 25742 (10.1%) duplicate rows	Duplicates
`energy_100g` is highly overall correlated with `fat_100g` and 3 other fields	High correlation
`salt_100g` is highly overall correlated with `sodium_100g`	High correlation
`sodium_100g` is highly overall correlated with `salt_100g`	High correlation
`fat_100g` is highly overall correlated with `energy_100g` and 2 other fields	High correlation
`saturated_fat_100g` is highly overall correlated with `energy_100g` and 3 other fields	High correlation
`nutrition_score_uk_100g` is highly overall correlated with `energy_100g` and 3 other fields	High correlation
`nutrition_score_fr_100g` is highly overall correlated with `energy_100g` and 2 other fields	High correlation
`cholesterol_100g` is highly skewed (γ1 = 293.6387501)	Skewed
`energy_100g` has 6091 (2.4%) zeros	Zeros
`salt_100g` has 36339 (14.3%) zeros	Zeros
`sodium_100g` has 36343 (14.3%) zeros	Zeros
`fiber_100g` has 124820 (49.0%) zeros	Zeros
`additives_n` has 82104 (32.2%) zeros	Zeros
`sugars_100g` has 50158 (19.7%) zeros	Zeros
`fat_100g` has 78545 (30.8%) zeros	Zeros
`saturated_fat_100g` has 96736 (37.9%) zeros	Zeros
`nutrition_score_uk_100g` has 12521 (4.9%) zeros	Zeros
`nutrition_score_fr_100g` has 11704 (4.6%) zeros	Zeros
`cholesterol_100g` has 200361 (78.6%) zeros	Zeros

Reproduction

Analysis started	2024-06-07 15:45:05.055387
Analysis finished	2024-06-07 15:45:25.825806
Duration	20.77 seconds
Software version	ydata-profiling v0.0.dev0
Download configuration	config.json

energy_100g
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3817
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1131.0096

Minimum	0
Maximum	3700
Zeros	6091
Zeros (%)	2.4%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	84
Q1	393
median	1117
Q3	1674
95-th percentile	2389
Maximum	3700
Range	3700
Interquartile range (IQR)	1281

Descriptive statistics

Standard deviation	782.9411
Coefficient of variation (CV)	0.69224972
Kurtosis	-0.50182767
Mean	1131.0096
Median Absolute Deviation (MAD)	657
Skewness	0.40962332
Sum	2.8837805 × 10⁸
Variance	612996.77
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6091	2.4%
2092	5074	2.0%
1674	4010	1.6%
1494	3912	1.5%
1644	3276	1.3%
1393	3219	1.3%
1046	2943	1.2%
1569	2824	1.1%
1795	2347	0.9%
1197	2312	0.9%
Other values (3807)	218966	85.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	6091	2.4%
0.02	1	< 0.1%
0.42	1	< 0.1%
0.48	1	< 0.1%
0.6	1	< 0.1%
0.8	7	< 0.1%
0.9	4	< 0.1%
0.92	4	< 0.1%
1	49	< 0.1%
1.1	1	< 0.1%

Value	Count	Frequency (%)
3700	256	0.1%
3699	5	< 0.1%
3697	1	< 0.1%
3696	3	< 0.1%
3693	6	< 0.1%
3692	1	< 0.1%
3691	1	< 0.1%
3690	3	< 0.1%
3689	2	< 0.1%
3686	1	< 0.1%

salt_100g
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5500
Distinct (%)	2.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.5783321

Minimum	0
Maximum	100
Zeros	36339
Zeros (%)	14.3%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.05334
median	0.56388
Q3	1.36144
95-th percentile	4
Maximum	100
Range	100
Interquartile range (IQR)	1.3081

Descriptive statistics

Standard deviation	6.2312293
Coefficient of variation (CV)	3.9479835
Kurtosis	141.59793
Mean	1.5783321
Median Absolute Deviation (MAD)	0.54388
Skewness	11.077406
Sum	402433.66
Variance	38.828219
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36339	14.3%
0.01	3564	1.4%
0.1	3305	1.3%
1	2153	0.8%
0.0254	2091	0.8%
1.27	1938	0.8%
1.63322	1824	0.7%
0.127	1775	0.7%
0.03	1558	0.6%
0.02032	1537	0.6%
Other values (5490)	198890	78.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36339	14.3%
5 × 10^-8	1	< 0.1%
9.999999 × 10^-8	2	< 0.1%
1 × 10^-6	1	< 0.1%
5 × 10^-6	1	< 0.1%
7.874 × 10^-6	1	< 0.1%
1 × 10^-5	5	< 0.1%
1.3 × 10^-5	4	< 0.1%
2 × 10^-5	1	< 0.1%
2.413 × 10^-5	1	< 0.1%

Value	Count	Frequency (%)
100	21	< 0.1%
99.93	1	< 0.1%
99.90582	111	< 0.1%
99.9	8	< 0.1%
99.822	5	< 0.1%
99.8	3	< 0.1%
99.78644	10	< 0.1%
99.64674	3	< 0.1%
99.568	1	< 0.1%
99.5	1	< 0.1%

sodium_100g
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	5251
Distinct (%)	2.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.64268795

Minimum	0
Maximum	100
Zeros	36343
Zeros (%)	14.3%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.021
median	0.222
Q3	0.536
95-th percentile	1.583
Maximum	100
Range	100
Interquartile range (IQR)	0.515

Descriptive statistics

Standard deviation	2.6506021
Coefficient of variation (CV)	4.1242443
Kurtosis	162.08847
Mean	0.64268795
Median Absolute Deviation (MAD)	0.21412598
Skewness	11.525525
Sum	163868.72
Variance	7.0256914
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	36343	14.3%
0.003937007874	3559	1.4%
0.03937007874	3290	1.3%
0.3937007874	2138	0.8%
0.01	2090	0.8%
0.5	1936	0.8%
0.643	1847	0.7%
0.01181102362	1842	0.7%
0.05	1775	0.7%
0.008	1541	0.6%
Other values (5241)	198613	77.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	36343	14.3%
1.968503937 × 10^-8	1	< 0.1%
3.93700748 × 10^-8	2	< 0.1%
3.937007874 × 10^-7	1	< 0.1%
1.968503937 × 10^-6	1	< 0.1%
3.1 × 10^-6	1	< 0.1%
3.937007874 × 10^-6	5	< 0.1%
5.118110236 × 10^-6	4	< 0.1%
7.874015748 × 10^-6	1	< 0.1%
9.5 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
100	1	< 0.1%
92.5	1	< 0.1%
83	1	< 0.1%
75	2	< 0.1%
74	1	< 0.1%
71.429	1	< 0.1%
70	1	< 0.1%
62.5	1	< 0.1%
60.3	1	< 0.1%
59	1	< 0.1%

fiber_100g
Real number (ℝ)

ZEROS

Distinct	1010
Distinct (%)	0.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.2069436

Minimum	0
Maximum	100
Zeros	124820
Zeros (%)	49.0%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.3
Q3	3
95-th percentile	9.6
Maximum	100
Range	100
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	4.219424
Coefficient of variation (CV)	1.9118857
Kurtosis	58.132747
Mean	2.2069436
Median Absolute Deviation (MAD)	0.3
Skewness	5.4282559
Sum	562713.25
Variance	17.803539
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	124820	49.0%
3.6	8511	3.3%
3.3	3986	1.6%
1.8	3874	1.5%
0.8	3799	1.5%
7.1	3703	1.5%
1.6	3413	1.3%
2	3399	1.3%
1.2	3259	1.3%
2.4	3221	1.3%
Other values (1000)	92989	36.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	124820	49.0%
0.0001	2	< 0.1%
0.0002	1	< 0.1%
0.001	16	< 0.1%
0.002	3	< 0.1%
0.004	1	< 0.1%
0.00416	1	< 0.1%
0.005	2	< 0.1%
0.01	72	< 0.1%
0.016	1	< 0.1%

Value	Count	Frequency (%)
100	10	< 0.1%
99	1	< 0.1%
94.8	1	< 0.1%
92.4	1	< 0.1%
90	1	< 0.1%
88	2	< 0.1%
87.5	1	< 0.1%
87	1	< 0.1%
86.2	1	< 0.1%
85.2	1	< 0.1%

additives_n
Real number (ℝ)

ZEROS

Distinct	32
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.7051856

Minimum	-1
Maximum	31
Zeros	82104
Zeros (%)	32.2%
Negative	25244
Negative (%)	9.9%
Memory size	3.9 MiB

Quantile statistics

Minimum	-1
5-th percentile	-1
Q1	0
median	1
Q3	3
95-th percentile	7
Maximum	31
Range	32
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	2.5527784
Coefficient of variation (CV)	1.4970677
Kurtosis	6.8785431
Mean	1.7051856
Median Absolute Deviation (MAD)	1
Skewness	2.0516666
Sum	434778
Variance	6.5166775
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=32)

Value	Count	Frequency (%)
0	82104	32.2%
1	44028	17.3%
2	35091	13.8%
-1	25244	9.9%
3	22854	9.0%
4	14640	5.7%
5	10392	4.1%
6	6876	2.7%
7	4395	1.7%
8	3171	1.2%
Other values (22)	6179	2.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-1	25244	9.9%
0	82104	32.2%
1	44028	17.3%
2	35091	13.8%
3	22854	9.0%
4	14640	5.7%
5	10392	4.1%
6	6876	2.7%
7	4395	1.7%
8	3171	1.2%

Value	Count	Frequency (%)
31	4	< 0.1%
29	2	< 0.1%
28	2	< 0.1%
27	2	< 0.1%
26	2	< 0.1%
25	11	< 0.1%
24	10	< 0.1%
23	14	< 0.1%
22	26	< 0.1%
21	20	< 0.1%

sugars_100g
Real number (ℝ)

ZEROS

Distinct	4052
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.10314

Minimum	0
Maximum	100
Zeros	50158
Zeros (%)	19.7%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0.8
median	4.8
Q3	22.22
95-th percentile	60.774
Maximum	100
Range	100
Interquartile range (IQR)	21.42

Descriptive statistics

Standard deviation	20.84872
Coefficient of variation (CV)	1.3804228
Kurtosis	2.4900988
Mean	15.10314
Median Absolute Deviation (MAD)	4.8
Skewness	1.7375937
Sum	3850908
Variance	434.66911
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	50158	19.7%
3.57	7142	2.8%
0.5	4359	1.7%
3.33	3700	1.5%
1	2567	1.0%
20	2323	0.9%
6.67	2264	0.9%
10	2168	0.9%
50	2101	0.8%
7.14	2024	0.8%
Other values (4042)	176168	69.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	50158	19.7%
0.0001	8	< 0.1%
0.0005	1	< 0.1%
0.001	24	< 0.1%
0.0019	2	< 0.1%
0.0048	1	< 0.1%
0.007	1	< 0.1%
0.01	85	< 0.1%
0.0108	1	< 0.1%
0.02	27	< 0.1%

Value	Count	Frequency (%)
100	921	0.4%
99.95	1	< 0.1%
99.9	6	< 0.1%
99.8	3	< 0.1%
99.7	10	< 0.1%
99.6	4	< 0.1%
99.5	10	< 0.1%
99.3	2	< 0.1%
99.2	3	< 0.1%
99	40	< 0.1%

fat_100g
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	3370
Distinct (%)	1.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.979729

Minimum	0
Maximum	100
Zeros	78545
Zeros (%)	30.8%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	3.79
Q3	19
95-th percentile	45
Maximum	100
Range	100
Interquartile range (IQR)	19

Descriptive statistics

Standard deviation	17.247552
Coefficient of variation (CV)	1.439728
Kurtosis	6.5670472
Mean	11.979729
Median Absolute Deviation (MAD)	3.79
Skewness	2.2702762
Sum	3054519.5
Variance	297.47804
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	78545	30.8%
25	3375	1.3%
32.14	2978	1.2%
0.5	2967	1.2%
20	2656	1.0%
1.79	2526	1.0%
28.57	2459	1.0%
21.43	2411	0.9%
0.1	2367	0.9%
10	2238	0.9%
Other values (3360)	152452	59.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	78545	30.8%
0.0001	2	< 0.1%
0.000133	1	< 0.1%
0.001	1	< 0.1%
0.003	1	< 0.1%
0.004	2	< 0.1%
0.005	3	< 0.1%
0.007	1	< 0.1%
0.01	42	< 0.1%
0.012	2	< 0.1%

Value	Count	Frequency (%)
100	1280	0.5%
99.9	16	< 0.1%
99.85	1	< 0.1%
99.82	1	< 0.1%
99.8	17	< 0.1%
99.7	5	< 0.1%
99.4	5	< 0.1%
99	5	< 0.1%
98.73	1	< 0.1%
98.5	1	< 0.1%

saturated_fat_100g
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	2192
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.5437063

Minimum	0
Maximum	100
Zeros	96736
Zeros (%)	37.9%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	1
Q3	6.58
95-th percentile	19
Maximum	100
Range	100
Interquartile range (IQR)	6.58

Descriptive statistics

Standard deviation	7.6251009
Coefficient of variation (CV)	1.6781677
Kurtosis	23.985088
Mean	4.5437063
Median Absolute Deviation (MAD)	1
Skewness	3.6365845
Sum	1158527
Variance	58.142164
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	96736	37.9%
0.1	5227	2.1%
3.57	3480	1.4%
0.5	3079	1.2%
7.14	2875	1.1%
0.2	2558	1.0%
1	2335	0.9%
0.3	2302	0.9%
3.33	2211	0.9%
1.79	2189	0.9%
Other values (2182)	131982	51.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	96736	37.9%
0.0001	11	< 0.1%
0.001	30	< 0.1%
0.002	10	< 0.1%
0.003	4	< 0.1%
0.0032	1	< 0.1%
0.004	3	< 0.1%
0.005	11	< 0.1%
0.006	2	< 0.1%
0.00667	1	< 0.1%

Value	Count	Frequency (%)
100	12	< 0.1%
99.9	1	< 0.1%
99	2	< 0.1%
98	1	< 0.1%
96	2	< 0.1%
95.5	1	< 0.1%
95	5	< 0.1%
94	2	< 0.1%
93.8	1	< 0.1%
93.33	3	< 0.1%

nutrition_score_uk_100g
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22209
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.0157221

Minimum	-15
Maximum	40
Zeros	12521
Zeros (%)	4.9%
Negative	37141
Negative (%)	14.6%
Memory size	3.9 MiB

Quantile statistics

Minimum	-15
5-th percentile	-4
Q1	2
median	9
Q3	16
95-th percentile	24
Maximum	40
Range	55
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.7620999
Coefficient of variation (CV)	0.97186889
Kurtosis	-0.86589005
Mean	9.0157221
Median Absolute Deviation (MAD)	7
Skewness	0.19504308
Sum	2298774.7
Variance	76.774394
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12521	4.9%
1	11784	4.6%
2	10932	4.3%
14	10565	4.1%
-1	8730	3.4%
13	8309	3.3%
12	8140	3.2%
11	7980	3.1%
3	7489	2.9%
20	7301	2.9%
Other values (22199)	161223	63.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15	12	< 0.1%
-14	5	< 0.1%
-13	23	< 0.1%
-12.98946843	1	< 0.1%
-12	46	< 0.1%
-11.89017976	1	< 0.1%
-11.71202015	1	< 0.1%
-11.11047737	1	< 0.1%
-11.02351469	1	< 0.1%
-11	90	< 0.1%

Value	Count	Frequency (%)
40	33	< 0.1%
39.62928274	27	< 0.1%
39.57922926	14	< 0.1%
38.90178138	7	< 0.1%
38.74275539	1	< 0.1%
38	1	< 0.1%
37.86717433	3	< 0.1%
37.22136799	1	< 0.1%
37.13967297	9	< 0.1%
37	2	< 0.1%

nutrition_score_fr_100g
Real number (ℝ)

HIGH CORRELATION ZEROS

Distinct	22224
Distinct (%)	8.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9.1377468

Minimum	-15
Maximum	40
Zeros	11704
Zeros (%)	4.6%
Negative	35481
Negative (%)	13.9%
Memory size	3.9 MiB

Quantile statistics

Minimum	-15
5-th percentile	-4
Q1	2
median	9
Q3	15.613139
95-th percentile	24
Maximum	40
Range	55
Interquartile range (IQR)	13.613139

Descriptive statistics

Standard deviation	8.6223733
Coefficient of variation (CV)	0.9435995
Kurtosis	-0.81166515
Mean	9.1377468
Median Absolute Deviation (MAD)	7
Skewness	0.16934547
Sum	2329887.9
Variance	74.345322
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	11704	4.6%
1	11130	4.4%
14	11124	4.4%
2	10457	4.1%
13	8725	3.4%
-1	8707	3.4%
12	8558	3.4%
11	8537	3.3%
3	7725	3.0%
15	7457	2.9%
Other values (22214)	160850	63.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-15	1	< 0.1%
-14.56626981	1	< 0.1%
-14.53003013	1	< 0.1%
-14.43958461	1	< 0.1%
-14.42682726	1	< 0.1%
-14.42473158	2	< 0.1%
-14.38149172	2	< 0.1%
-14.34924791	3	< 0.1%
-14	5	< 0.1%
-13	23	< 0.1%

Value	Count	Frequency (%)
40	4	< 0.1%
38.5578851	1	< 0.1%
38.51842973	1	< 0.1%
38.49152462	3	< 0.1%
38.4492283	1	< 0.1%
38.44860451	1	< 0.1%
38.44609177	20	< 0.1%
38.43481639	2	< 0.1%
38.41384923	1	< 0.1%
38.09412942	27	< 0.1%

cholesterol_100g
Real number (ℝ)

SKEWED ZEROS

Distinct	535
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.011335686

Minimum	0
Maximum	95.238
Zeros	200361
Zeros (%)	78.6%
Negative	0
Negative (%)	0.0%
Memory size	3.9 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.071
Maximum	95.238
Range	95.238
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.26935215
Coefficient of variation (CV)	23.761433
Kurtosis	91156.825
Mean	0.011335686
Median Absolute Deviation (MAD)	0
Skewness	293.63875
Sum	2890.3053
Variance	0.07255058
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	200361	78.6%
0.071	2461	1.0%
0.107	2235	0.9%
0.012	1908	0.7%
0.089	1662	0.7%
0.054	1651	0.6%
0.018	1587	0.6%
0.004	1503	0.6%
0.036	1385	0.5%
0.008	1209	0.5%
Other values (525)	39012	15.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	200361	78.6%
4.5 × 10^-5	1	< 0.1%
7.1 × 10^-5	1	< 0.1%
0.0001	5	< 0.1%
0.0002	5	< 0.1%
0.0004	1	< 0.1%
0.000416	1	< 0.1%
0.00046	1	< 0.1%
0.0005	2	< 0.1%
0.0008	1	< 0.1%

Value	Count	Frequency (%)
95.238	1	< 0.1%
70.588	1	< 0.1%
62.5	1	< 0.1%
13.846	1	< 0.1%
10.9	1	< 0.1%
1.58	1	< 0.1%
1.291	1	< 0.1%
1.25	1	< 0.1%
1.081	1	< 0.1%
0.996	1	< 0.1%

Pearson's r
Auto

Heatmap
Table

	energy_100g	salt_100g	sodium_100g	fiber_100g	additives_n	sugars_100g	fat_100g	saturated_fat_100g	nutrition_score_uk_100g	nutrition_score_fr_100g	cholesterol_100g
energy_100g	1.000	-0.088	-0.091	0.247	-0.007	0.305	0.716	0.547	0.643	0.620	0.009
salt_100g	-0.088	1.000	0.926	-0.035	-0.002	-0.096	-0.051	-0.043	0.157	0.153	-0.000
sodium_100g	-0.091	0.926	1.000	-0.036	-0.006	-0.093	-0.052	-0.044	0.146	0.143	-0.000
fiber_100g	0.247	-0.035	-0.036	1.000	-0.114	-0.022	0.096	0.003	-0.151	-0.158	-0.015
additives_n	-0.007	-0.002	-0.006	-0.114	1.000	0.144	-0.063	-0.067	0.130	0.132	0.001
sugars_100g	0.305	-0.096	-0.093	-0.022	0.144	1.000	-0.069	0.061	0.429	0.443	-0.013
fat_100g	0.716	-0.051	-0.052	0.096	-0.063	-0.069	1.000	0.633	0.532	0.505	0.023
saturated_fat_100g	0.547	-0.043	-0.044	0.003	-0.067	0.061	0.633	1.000	0.631	0.613	0.034
nutrition_score_uk_100g	0.643	0.157	0.146	-0.151	0.130	0.429	0.532	0.631	1.000	0.987	0.027
nutrition_score_fr_100g	0.620	0.153	0.143	-0.158	0.132	0.443	0.505	0.613	0.987	1.000	0.027
cholesterol_100g	0.009	-0.000	-0.000	-0.015	0.001	-0.013	0.023	0.034	0.027	0.027	1.000

Heatmap
Table

	additives_n	cholesterol_100g	energy_100g	fat_100g	fiber_100g	nutrition_score_fr_100g	nutrition_score_uk_100g	salt_100g	saturated_fat_100g	sodium_100g	sugars_100g
additives_n	1.000	0.159	0.013	0.086	-0.100	0.164	0.163	0.142	-0.038	0.142	0.182
cholesterol_100g	0.159	1.000	0.063	0.310	-0.157	0.198	0.203	0.226	0.349	0.226	-0.086
energy_100g	0.013	0.063	1.000	0.647	0.279	0.627	0.646	0.097	0.598	0.096	0.263
fat_100g	0.086	0.310	0.647	1.000	0.186	0.483	0.507	0.250	0.759	0.250	-0.067
fiber_100g	-0.100	-0.157	0.279	0.186	1.000	-0.215	-0.209	0.007	0.070	0.007	0.106
nutrition_score_fr_100g	0.164	0.198	0.627	0.483	-0.215	1.000	0.985	0.302	0.609	0.302	0.345
nutrition_score_uk_100g	0.163	0.203	0.646	0.507	-0.209	0.985	1.000	0.326	0.630	0.326	0.321
salt_100g	0.142	0.226	0.097	0.250	0.007	0.302	0.326	1.000	0.230	1.000	-0.245
saturated_fat_100g	-0.038	0.349	0.598	0.759	0.070	0.609	0.630	0.230	1.000	0.229	0.045
sodium_100g	0.142	0.226	0.096	0.250	0.007	0.302	0.326	1.000	0.229	1.000	-0.245
sugars_100g	0.182	-0.086	0.263	-0.067	0.106	0.345	0.321	-0.245	0.045	-0.245	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	energy_100g	salt_100g	sodium_100g	fiber_100g	additives_n	sugars_100g	fat_100g	saturated_fat_100g	nutrition_score_uk_100g	nutrition_score_fr_100g	cholesterol_100g
0	2243.0	0.00000	0.000	3.6	0.0	14.29	28.57	28.57	14.000000	14.000000	0.018
1	1941.0	0.63500	0.250	7.1	0.0	17.86	17.86	0.00	0.000000	0.000000	0.000
2	2540.0	1.22428	0.482	7.1	0.0	3.57	57.14	5.36	12.000000	12.000000	0.000
3	1552.0	0.00000	0.000	5.7	0.0	0.00	1.43	0.00	5.344733	5.323729	0.000
4	1933.0	0.00000	0.000	7.7	0.0	11.54	18.27	1.92	8.012207	7.898541	0.000
5	1490.0	0.00000	0.000	0.0	0.0	0.00	0.00	0.00	6.827355	6.809392	0.000
6	1833.0	0.13970	0.055	9.4	2.0	15.62	18.75	4.69	7.000000	7.000000	0.000
7	2406.0	0.00000	0.000	7.5	0.0	42.50	37.50	22.50	18.277754	18.060035	0.000
8	3586.0	0.00000	0.000	0.0	0.0	0.00	100.00	7.14	18.822279	17.765301	0.000
9	1393.0	0.00000	0.000	12.5	0.0	0.00	1.04	0.00	2.874713	2.929574	0.000

	energy_100g	salt_100g	sodium_100g	fiber_100g	additives_n	sugars_100g	fat_100g	saturated_fat_100g	nutrition_score_uk_100g	nutrition_score_fr_100g
258313	1393.0	0.95250	0.375000	8.3	1.0	30.56	9.72	2.78	11.000000	11.000000
258314	1084.0	0.29000	0.114173	0.0	-1.0	10.50	0.00	12.00	16.000000	16.000000
258315	4.0	10.00000	3.937008	10.0	-1.0	1.00	0.00	1.00	0.000000	0.000000
258316	1477.0	0.03048	0.012000	4.7	0.0	2.35	0.00	0.00	-1.000000	-1.000000
258317	368.0	0.04572	0.018000	0.0	8.0	19.30	0.00	0.00	7.139006	7.568028
258318	1643.0	0.68000	0.267717	5.9	-1.0	2.60	2.80	0.60	-4.000000	-4.000000
258319	569.0	1.10000	0.433071	1.1	0.0	9.60	31.00	0.00	6.661093	6.888682
258320	2406.0	0.10000	0.039370	12.2	-1.0	3.89	0.00	3.73	0.000000	0.000000
258321	21.0	0.02540	0.010000	0.2	0.0	0.50	0.20	0.20	0.000000	2.000000
258322	2092.0	0.00000	0.000000	0.0	7.0	0.00	0.00	0.00	9.748240	9.501761

Most frequently occurring

	energy_100g	salt_100g	sodium_100g	fiber_100g	additives_n	sugars_100g	fat_100g	saturated_fat_100g	nutrition_score_uk_100g	nutrition_score_fr_100g	cholesterol_100g	# duplicates
25580	3347.0	0.00000	0.000	0.0	0.0	0.00	93.33	13.33	19.526514	18.528688	0.000	710
16355	1494.0	0.00000	0.000	3.6	2.0	3.57	1.79	0.00	-6.000000	-6.000000	0.000	485
13258	1197.0	0.00000	0.000	0.0	0.0	76.19	0.00	0.00	12.574640	13.228527	0.000	364
25674	3586.0	0.00000	0.000	0.0	0.0	0.00	100.00	14.29	20.711196	19.610330	0.000	273
16353	1494.0	0.00000	0.000	3.6	2.0	1.79	1.79	0.00	-6.000000	-6.000000	0.000	205
18724	1644.0	1.63322	0.643	0.0	0.0	0.00	32.14	17.86	21.000000	21.000000	0.107	175
18735	1644.0	1.63322	0.643	0.0	1.0	0.00	32.14	21.43	21.000000	21.000000	0.107	168
17567	1569.0	0.00000	0.000	0.0	0.0	100.00	0.00	0.00	15.570871	16.290931	0.000	166
93	0.0	0.00254	0.001	0.0	0.0	0.00	0.00	0.00	2.970426	3.414595	0.000	164
25670	3586.0	0.00000	0.000	0.0	0.0	0.00	100.00	7.14	18.822279	17.765301	0.000	141

Overview

Variables

Interactions

Correlations

Missing values

Sample

Duplicate rows

Most frequently occurring